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Two-stage hybrid binarization around fringe map based text line segmentation for document images

机译:基于条纹图的两阶段混合二值化基于文档图像的文本线分割

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The performance (in terms of accuracy and speed) of present day document analysis systems, both handwritten and printed, depends on the preprocessing stage. In the existing literature we observe accuracy against speed trade-off. That is, superior binarization accuracy is arrived at the cost of increased processing time. The present paper proposes an improved binarization approach, which after a Pre Segmentation Binarization uses a state-of-the-art “fringe map” based text line segmentation algorithm to define text context. This text context is exploited to provide a more refined localized binarization (Post Segmentation Binarization). This unique combination gives benefits of both speed and accuracy with a scope of leveraging through parallel processing. It may additionally be used on skewed or warped camera captured document images. Experimental tests on ICFHR-DIBCO 2009, 2010 and 2011 databases of Printed/ Handwritten Document Images have shown promising results.
机译:当今的手写和打印文件分析系统的性能(在准确性和速度方面)取决于预处理阶段。在现有文献中,我们观察到了针对速度权衡的准确性。即,以增加的处理时间为代价获得了优异的二值化精度。本文提出了一种改进的二值化方法,该方法在预分割二值化之后使用基于最新“条纹图”的文本行分割算法来定义文本上下文。利用此文本上下文可以提供更精细的局部二值化(Post Segmentation Binarization)。这种独特的组合具有速度和准确性的优点,并具有通过并行处理利用的范围。它可以另外用于歪斜或扭曲的相机捕获的文档图像。在ICFHR-DIBCO 2009、2010和2011年的印刷/手写文档图像数据库上进行的实验测试显示出令人鼓舞的结果。

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